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## Overview
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Statsmodels is Python's premier library for statistical modeling, providing tools for estimation, inference, and diagnostics across a wide range of statistical methods. This skill provides comprehensive guidance for conducting rigorous statistical analysis, from simple linear regression to complex time series models and econometric analyses.
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Statsmodels is Python's premier library for statistical modeling, providing tools for estimation, inference, and diagnostics across a wide range of statistical methods. Apply this skill for rigorous statistical analysis, from simple linear regression to complex time series models and econometric analyses.
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## When to Use This Skill
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Activate this skill when:
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This skill should be used when:
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- Fitting regression models (OLS, WLS, GLS, quantile regression)
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- Performing generalized linear modeling (logistic, Poisson, Gamma, etc.)
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- Analyzing discrete outcomes (binary, multinomial, count, ordinal)
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